| Paper Abstract and Keywords |
| Presentation |
2011-01-26 10:55
Research of Automatic Prediction of Chaos Time-Series Data by 2D Lattice Coupled Oscillators System Tatsuya Sasaki, Masayuki Yamauchi (Hiroshima Inst. of Tech.), Yoshifumi Nishio (Tokushimahima Univ.) NLP2010-159 NC2010-123 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We can see the time-series data in this natural world,
and human economic activity has a lot of time-series data.
If accuracy of weather forecast is very high, we can avert from disaster.
Therefore, we can say the time-series prediction is very important.
Recently, many researches of prediction are carried out.
In these study, statistics methods or methods of making an equation are often used.
In our previous study, we proposed a automatic prediction system by 3x3 coupled van der Pol oscillators system.
The system was adjusted by manual and automatic.
All solutions in a limited parametric space were automatically found.
Therefore, this method automatically adjusted only 4 parameters and other parameters are adjusted by hand motion.
The accuracy of prediction was high, because optimization of human power is used.
However, calculation(prediction) time is long.
In this study, we propose a new automatic prediction method by 3x3 van der Pol oscillator's system.
This new method obtains a solution by steepest descent method, and is automatically adjust all parameter. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
future prediction / time-series data / van der Pol oscillator / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 387, NLP2010-159, pp. 193-198, Jan. 2011. |
| Paper # |
NLP2010-159 |
| Date of Issue |
2011-01-17 (NLP, NC) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
NLP2010-159 NC2010-123 |
| Conference Information |
| Committee |
NC NLP |
| Conference Date |
2011-01-24 - 2011-01-26 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokakido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2011-01-NC-NLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Research of Automatic Prediction of Chaos Time-Series Data by 2D Lattice Coupled Oscillators System |
| Sub Title (in English) |
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| Keyword(1) |
future prediction |
| Keyword(2) |
time-series data |
| Keyword(3) |
van der Pol oscillator |
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| 1st Author's Name |
Tatsuya Sasaki |
| 1st Author's Affiliation |
Hiroshima Institute of Technology (Hiroshima Inst. of Tech.) |
| 2nd Author's Name |
Masayuki Yamauchi |
| 2nd Author's Affiliation |
Hiroshima Institute of Technology (Hiroshima Inst. of Tech.) |
| 3rd Author's Name |
Yoshifumi Nishio |
| 3rd Author's Affiliation |
The University of Tokushima (Tokushimahima Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2011-01-26 10:55:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2010-159, NC2010-123 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.387(NLP), no.388(NC) |
| Page |
pp.193-198 |
| #Pages |
6 |
| Date of Issue |
2011-01-17 (NLP, NC) |